{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 语义分割和数据集\n",
    "\n",
    "在前几节讨论的目标检测问题中，我们一直使用方形边界框来标注和预测图像中的目标。本节将探讨语义分割（semantic segmentation）问题，它关注如何将图像分割成属于不同语义类别的区域。值得一提的是，这些语义区域的标注和预测都是像素级的。图9.10展示了语义分割中图像有关狗、猫和背景的标签。可以看到，与目标检测相比，语义分割标注的像素级的边框显然更加精细。\n",
    "\n",
    "![语义分割中图像有关狗、猫和背景的标签](../img/segmentation.svg)\n",
    "\n",
    "\n",
    "## 图像分割和实例分割\n",
    "\n",
    "计算机视觉领域还有2个与语义分割相似的重要问题，即图像分割（image segmentation）和实例分割（instance segmentation）。我们在这里将它们与语义分割简单区分一下。\n",
    "\n",
    "* 图像分割将图像分割成若干组成区域。这类问题的方法通常利用图像中像素之间的相关性。它在训练时不需要有关图像像素的标签信息，在预测时也无法保证分割出的区域具有我们希望得到的语义。以图9.10的图像为输入，图像分割可能将狗分割成两个区域：一个覆盖以黑色为主的嘴巴和眼睛，而另一个覆盖以黄色为主的其余部分身体。\n",
    "* 实例分割又叫同时检测并分割（simultaneous detection and segmentation）。它研究如何识别图像中各个目标实例的像素级区域。与语义分割有所不同，实例分割不仅需要区分语义，还要区分不同的目标实例。如果图像中有两只狗，实例分割需要区分像素属于这两只狗中的哪一只。\n",
    "\n",
    "\n",
    "## Pascal VOC2012语义分割数据集\n",
    "\n",
    "语义分割的一个重要数据集叫作Pascal VOC2012 [1]。为了更好地了解这个数据集，我们先导入实验所需的包或模块。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "1"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import d2lzh as d2l\n",
    "from mxnet import gluon, image, nd\n",
    "from mxnet.gluon import data as gdata, utils as gutils\n",
    "import os\n",
    "import sys\n",
    "import tarfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们下载这个数据集的压缩包到`../data`路径下。压缩包大小是2 GB左右，下载需要一定时间。解压之后的数据集将会放置在`../data/VOCdevkit/VOC2012`路径下。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "2"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def download_voc_pascal(data_dir='../data'):\n",
    "    voc_dir = os.path.join(data_dir, 'VOCdevkit/VOC2012')\n",
    "    url = ('http://host.robots.ox.ac.uk/pascal/VOC/voc2012'\n",
    "           '/VOCtrainval_11-May-2012.tar')\n",
    "    sha1 = '4e443f8a2eca6b1dac8a6c57641b67dd40621a49'\n",
    "    fname = gutils.download(url, data_dir, sha1_hash=sha1)\n",
    "    with tarfile.open(fname, 'r') as f:\n",
    "        f.extractall(data_dir)\n",
    "    return voc_dir\n",
    "\n",
    "voc_dir = download_voc_pascal()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "进入`../data/VOCdevkit/VOC2012`路径后，我们可以获取数据集的不同组成部分。其中`ImageSets/Segmentation`路径包含了指定训练和测试样本的文本文件，而`JPEGImages`和`SegmentationClass`路径下分别包含了样本的输入图像和标签。这里的标签也是图像格式，其尺寸和它所标注的输入图像的尺寸相同。标签中颜色相同的像素属于同一个语义类别。下面定义`read_voc_images`函数将输入图像和标签全部读进内存。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "3"
    }
   },
   "outputs": [],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def read_voc_images(root=voc_dir, is_train=True):\n",
    "    txt_fname = '%s/ImageSets/Segmentation/%s' % (\n",
    "        root, 'train.txt' if is_train else 'val.txt')\n",
    "    with open(txt_fname, 'r') as f:\n",
    "        images = f.read().split()\n",
    "    features, labels = [None] * len(images), [None] * len(images)\n",
    "    for i, fname in enumerate(images):\n",
    "        features[i] = image.imread('%s/JPEGImages/%s.jpg' % (root, fname))\n",
    "        labels[i] = image.imread(\n",
    "            '%s/SegmentationClass/%s.png' % (root, fname))\n",
    "    return features, labels\n",
    "\n",
    "train_features, train_labels = read_voc_images()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们画出前5张输入图像和它们的标签。在标签图像中，白色和黑色分别代表边框和背景，而其他不同的颜色则对应不同的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "4"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 5\n",
    "imgs = train_features[0:n] + train_labels[0:n]\n",
    "d2l.show_images(imgs, 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，我们列出标签中每个RGB颜色的值及其标注的类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "5"
    }
   },
   "outputs": [],
   "source": [
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_COLORMAP = [[0, 0, 0], [128, 0, 0], [0, 128, 0], [128, 128, 0],\n",
    "                [0, 0, 128], [128, 0, 128], [0, 128, 128], [128, 128, 128],\n",
    "                [64, 0, 0], [192, 0, 0], [64, 128, 0], [192, 128, 0],\n",
    "                [64, 0, 128], [192, 0, 128], [64, 128, 128], [192, 128, 128],\n",
    "                [0, 64, 0], [128, 64, 0], [0, 192, 0], [128, 192, 0],\n",
    "                [0, 64, 128]]\n",
    "# 该常量已保存在d2lzh包中方便以后使用\n",
    "VOC_CLASSES = ['background', 'aeroplane', 'bicycle', 'bird', 'boat',\n",
    "               'bottle', 'bus', 'car', 'cat', 'chair', 'cow',\n",
    "               'diningtable', 'dog', 'horse', 'motorbike', 'person',\n",
    "               'potted plant', 'sheep', 'sofa', 'train', 'tv/monitor']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有了上面定义的两个常量以后，我们可以很容易地查找标签中每个像素的类别索引。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "6"
    }
   },
   "outputs": [],
   "source": [
    "colormap2label = nd.zeros(256 ** 3)\n",
    "for i, colormap in enumerate(VOC_COLORMAP):\n",
    "    colormap2label[(colormap[0] * 256 + colormap[1]) * 256 + colormap[2]] = i\n",
    "\n",
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_label_indices(colormap, colormap2label):\n",
    "    colormap = colormap.astype('int32')\n",
    "    idx = ((colormap[:, :, 0] * 256 + colormap[:, :, 1]) * 256\n",
    "           + colormap[:, :, 2])\n",
    "    return colormap2label[idx]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "例如，第一张样本图像中飞机头部区域的类别索引为1，而背景全是0。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "7"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(\n",
       " [[0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 1. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 1. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 1. 1. 1. 1.]\n",
       "  [0. 0. 0. 0. 0. 0. 0. 0. 1. 1.]]\n",
       " <NDArray 10x10 @cpu(0)>, 'aeroplane')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = voc_label_indices(train_labels[0], colormap2label)\n",
    "y[105:115, 130:140], VOC_CLASSES[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 预处理数据\n",
    "\n",
    "在之前的章节中，我们通过缩放图像使其符合模型的输入形状。然而在语义分割里，这样做需要将预测的像素类别重新映射回原始尺寸的输入图像。这样的映射难以做到精确，尤其在不同语义的分割区域。为了避免这个问题，我们将图像裁剪成固定尺寸而不是缩放。具体来说，我们使用图像增广里的随机裁剪，并对输入图像和标签裁剪相同区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "8"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 本函数已保存在d2lzh包中方便以后使用\n",
    "def voc_rand_crop(feature, label, height, width):\n",
    "    feature, rect = image.random_crop(feature, (width, height))\n",
    "    label = image.fixed_crop(label, *rect)\n",
    "    return feature, label\n",
    "\n",
    "imgs = []\n",
    "for _ in range(n):\n",
    "    imgs += voc_rand_crop(train_features[0], train_labels[0], 200, 300)\n",
    "d2l.show_images(imgs[::2] + imgs[1::2], 2, n);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 自定义语义分割数据集类\n",
    "\n",
    "我们通过继承Gluon提供的`Dataset`类自定义了一个语义分割数据集类`VOCSegDataset`。通过实现`__getitem__`函数，我们可以任意访问数据集中索引为`idx`的输入图像及其每个像素的类别索引。由于数据集中有些图像的尺寸可能小于随机裁剪所指定的输出尺寸，这些样本需要通过自定义的`filter`函数所移除。此外，我们还定义了`normalize_image`函数，从而对输入图像的RGB三个通道的值分别做标准化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "9"
    }
   },
   "outputs": [],
   "source": [
    "# 本类已保存在d2lzh包中方便以后使用\n",
    "class VOCSegDataset(gdata.Dataset):\n",
    "    def __init__(self, is_train, crop_size, voc_dir, colormap2label):\n",
    "        self.rgb_mean = nd.array([0.485, 0.456, 0.406])\n",
    "        self.rgb_std = nd.array([0.229, 0.224, 0.225])\n",
    "        self.crop_size = crop_size\n",
    "        features, labels = read_voc_images(root=voc_dir, is_train=is_train)\n",
    "        self.features = [self.normalize_image(feature)\n",
    "                         for feature in self.filter(features)]\n",
    "        self.labels = self.filter(labels)\n",
    "        self.colormap2label = colormap2label\n",
    "        print('read ' + str(len(self.features)) + ' examples')\n",
    "\n",
    "    def normalize_image(self, img):\n",
    "        return (img.astype('float32') / 255 - self.rgb_mean) / self.rgb_std\n",
    "\n",
    "    def filter(self, imgs):\n",
    "        return [img for img in imgs if (\n",
    "            img.shape[0] >= self.crop_size[0] and\n",
    "            img.shape[1] >= self.crop_size[1])]\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        feature, label = voc_rand_crop(self.features[idx], self.labels[idx],\n",
    "                                       *self.crop_size)\n",
    "        return (feature.transpose((2, 0, 1)),\n",
    "                voc_label_indices(label, self.colormap2label))\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.features)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取数据集\n",
    "\n",
    "我们通过自定义的`VOCSegDataset`类来分别创建训练集和测试集的实例。假设我们指定随机裁剪的输出图像的形状为$320\\times 480$。下面我们可以查看训练集和测试集所保留的样本个数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "10"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1114 examples\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "read 1078 examples\n"
     ]
    }
   ],
   "source": [
    "crop_size = (320, 480)\n",
    "voc_train = VOCSegDataset(True, crop_size, voc_dir, colormap2label)\n",
    "voc_test = VOCSegDataset(False, crop_size, voc_dir, colormap2label)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "设批量大小为64，分别定义训练集和测试集的迭代器。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "11"
    }
   },
   "outputs": [],
   "source": [
    "batch_size = 64\n",
    "num_workers = 0 if sys.platform.startswith('win32') else 4\n",
    "train_iter = gdata.DataLoader(voc_train, batch_size, shuffle=True,\n",
    "                              last_batch='discard', num_workers=num_workers)\n",
    "test_iter = gdata.DataLoader(voc_test, batch_size, last_batch='discard',\n",
    "                             num_workers=num_workers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "打印第一个小批量的形状。不同于图像分类和目标识别，这里的标签是一个三维数组。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "attributes": {
     "classes": [],
     "id": "",
     "n": "12"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(64, 3, 320, 480)\n",
      "(64, 320, 480)\n"
     ]
    }
   ],
   "source": [
    "for X, Y in train_iter:\n",
    "    print(X.shape)\n",
    "    print(Y.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 小结\n",
    "\n",
    "* 语义分割关注如何将图像分割成属于不同语义类别的区域。\n",
    "* 语义分割的一个重要数据集叫作Pascal VOC2012。\n",
    "* 由于语义分割的输入图像和标签在像素上一一对应，所以将图像随机裁剪成固定尺寸而不是缩放。\n",
    "\n",
    "## 练习\n",
    "\n",
    "* 回忆[“图像增广”](image-augmentation.md)一节中的内容。哪些在图像分类中使用的图像增广方法难以用于语义分割？\n",
    "\n",
    "## 扫码直达[讨论区](https://discuss.gluon.ai/t/topic/7218)\n",
    "\n",
    "![](../img/qr_semantic-segmentation-and-dataset.svg)\n",
    "\n",
    "##  参考文献\n",
    "\n",
    "[1] Pascal VOC2012数据集。http://host.robots.ox.ac.uk/pascal/VOC/voc2012/"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}